{"id":"W3135177098","doi":"10.1029/2020gl091883","title":"The Climate Response to Emissions Reductions Due to COVID‐19: Initial Results From CovidMIP","year":2021,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Key Research and Development Program of China; Japan Agency for Marine-Earth Science and Technology; European Commission; Goddard Space Flight Center; Sight Research UK; Natural Environment Research Council; Center for Neuroscience and Regenerative Medicine; Met Office; Ministry of Education, Culture, Sports, Science and Technology; Department for Environment, Food and Rural Affairs, UK Government; National Aeronautics and Space Administration","keywords":"Environmental science; Atmospheric sciences; Shortwave radiation; Greenhouse gas; Climate model; Aerosol; Shortwave; Coronavirus disease 2019 (COVID-19); Climatology; Climate change; Air quality index; Ozone; Meteorology; Radiative transfer; Radiation; Geography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004356255,0.0002252956,0.0002530406,0.0001018282,0.001951264,0.0003521304,0.0009458311,0.00008474449,0.001043616],"category_scores_gemma":[0.04958027,0.0001822178,0.0001555689,0.001998723,0.0007773417,0.0002009257,0.002120115,0.0008822416,0.007520162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502585,"about_ca_system_score_gemma":0.0005367467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006925382,"about_ca_topic_score_gemma":0.0007385498,"domain_scores_codex":[0.9917487,0.003242839,0.0004706281,0.001062676,0.0020222,0.001452994],"domain_scores_gemma":[0.9843788,0.01152117,0.00005671925,0.001597591,0.00007101021,0.002374748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004957701,0.0002154242,0.0001388502,0.000005315805,0.00002185784,0.0004805255,0.002688399,0.001148018,0.5837723,0.000141548,0.4018588,0.004571257],"study_design_scores_gemma":[0.001022081,0.0002591512,0.1074654,0.00003724996,0.00001159733,0.00001294415,0.001175162,0.0001671375,0.0139392,0.001861372,0.8736278,0.0004208684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5815672,0.000003221691,0.0005096722,0.4163146,0.0001607776,0.0003942922,0.000444597,0.00006571937,0.000539857],"genre_scores_gemma":[0.9401085,0.00001045304,0.001311021,0.05614247,0.0005106327,0.0001880277,0.00006395348,0.00004069114,0.001624289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5698331,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100012535523313,"score_gpt":0.4373655235144764,"score_spread":0.3373529879911634,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}